{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_20newsgroups\n",
    "categories = [\n",
    "    'alt.atheism',\n",
    "    'talk.religion.misc',\n",
    "    'comp.graphics',\n",
    "    'sci.space',\n",
    "]\n",
    "fetch_subset = lambda subset: fetch_20newsgroups(\n",
    "    subset=subset, categories=categories,\n",
    "    shuffle=True, random_state=42,\n",
    "    remove=('headers', 'footers', 'quotes'))\n",
    "train = fetch_subset('train')\n",
    "test = fetch_subset('test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('vec', HashingVectorizer(analyzer='word', binary=False, decode_error='strict',\n",
       "         dtype=<class 'numpy.float64'>, encoding='utf-8', input='content',\n",
       "         lowercase=True, n_features=10000, ngram_range=(1, 1),\n",
       "         non_negative=False, norm='l2', preprocessor=None, stop_words=None,...   penalty='l2', power_t=0.5, random_state=None, shuffle=True,\n",
       "       verbose=0, warm_start=False))])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.linear_model import SGDClassifier\n",
    "from sklearn.feature_extraction.text import HashingVectorizer\n",
    "\n",
    "vec = HashingVectorizer(n_features=10000)\n",
    "clf = SGDClassifier()\n",
    "pipeline = Pipeline([('vec', vec), ('clf', clf)])\n",
    "pipeline.fit(train['data'], train['target'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "InvertableHashingVectorizer(unkn_template='FEATURE[%d]',\n",
       "              vec=HashingVectorizer(analyzer='word', binary=False, decode_error='strict',\n",
       "         dtype=<class 'numpy.float64'>, encoding='utf-8', input='content',\n",
       "         lowercase=True, n_features=10000, ngram_range=(1, 1),\n",
       "         non_negative=False, norm='l2', preprocessor=None, stop_words=None,\n",
       "         strip_accents=None, token_pattern='(?u)\\\\b\\\\w\\\\w+\\\\b',\n",
       "         tokenizer=None))"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from eli5.sklearn import InvertableHashingVectorizer\n",
    "ivec = InvertableHashingVectorizer(vec)\n",
    "ivec.fit(train['data'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Explained as: linear model\n",
      "\n",
      "Features with largest coefficients per class.\n",
      "Caveats:\n",
      "1. Be careful with features which are not\n",
      "   independent - weights don't show their importance.\n",
      "2. If scale of input features is different then scale of coefficients\n",
      "   will also be different, making direct comparison between coefficient values\n",
      "   incorrect.\n",
      "3. Depending on regularization, rare features sometimes may have high\n",
      "   coefficients; this doesn't mean they contribute much to the\n",
      "   classification result for most examples.\n",
      "\n",
      "Feature names are restored from their hashes; this is not 100% precise\n",
      "because collisions are possible. For known collisions possible feature names\n",
      "are separated by | sign. Keep in mind the collision list is not exhaustive.\n",
      "Features marked with (-) should be read as inverted: if they have positive\n",
      "coefficient, the result is negative, if they have negative coefficient,\n",
      "the result is positive.\n",
      "\n",
      "y='alt.atheism' top features\n",
      "Weight  Feature                                                                            \n",
      "------  -----------------------------------------------------------------------------------\n",
      "+5.383  atheism | homos | (-)dyson                                                         \n",
      "+4.889  atheists | (-)simulators | (-)degrading | coprocessor | (-)imsl | justifying | 3261\n",
      "+4.482  bobby | (-)counterexamples                                                         \n",
      "+4.360  religion | followers | hunts | 536                                                 \n",
      "+3.562  words | 24bit | _nightflyers_ | tsv | (-)recommened                                \n",
      "+3.448  posting | libelous | rude | (-)agreeable | (-)elaine | umd                         \n",
      "+3.417  post                                                                               \n",
      "+3.219  atheist | boyce | (-)62618e                                                        \n",
      "+3.213  define | mixture | (-)cx5 | periphery | cmd | (-)bibtex                            \n",
      "+3.189  isn | (-)david42                                                                   \n",
      "+3.164  islam | (-)code3 | descends | (-)2etc | witrh | xgif                               \n",
      "+2.997  our | newlan | (-)prenatal                                                         \n",
      "+2.979  example | (-)tolerate | (-)336549999999999955e                                     \n",
      "+2.945  punishment | jahn | (-)extremists                                                  \n",
      "+2.902  islamic | (-)angeles | pressures | (-)affordably | (-)snazzy                       \n",
      "+2.836  being | kernel                                                                     \n",
      "                                  … 3441 more positive …                                   \n",
      "                                  … 4622 more negative …                                   \n",
      "-3.041  christ | (-)silloo | ineed | (-)_religion_                                         \n",
      "-3.085  interested | galileo | (-)geneologies                                              \n",
      "-3.429  order | consensus | maker | vm_pray | wonders | zorastrian | (-)457                \n",
      "-4.664  space | (-)revell                                                                  \n",
      "\n",
      "y='comp.graphics' top features\n",
      "Weight  Feature                                                                           \n",
      "------  ----------------------------------------------------------------------------------\n",
      "+6.976  graphics | lemur | (-)installations                                               \n",
      "+5.089  file                                                                              \n",
      "+4.918  computer | (-)morality | (-)priest | eredoctoraat                                 \n",
      "+4.675  image | (-)fallacies | envelope | (-)turing | (-)topographic                      \n",
      "+4.481  3d | wti                                                                          \n",
      "+4.058  points | credibility                                                              \n",
      "+3.846  screen | techno | (-)clo | clicking                                               \n",
      "+3.613  using | contention                                                                \n",
      "+3.515  42 | (-)auxiliary                                                                 \n",
      "+3.428  files | cell | dualism | (-)bibliographic                                         \n",
      "+3.040  virtual | shaking | (-)catechism                                                  \n",
      "+2.988  site | cheif                                                                      \n",
      "+2.983  video | dither | sometime | (-)kit | menlo | (-)yourselfers                       \n",
      "+2.949  package | (-)intelligence                                                         \n",
      "+2.944  animation | satisfies | nome | intrigued | heightfields | attendent               \n",
      "+2.835  hi | feasability | (-)seri | teens                                                \n",
      "+2.834  tiff | distress                                                                   \n",
      "+2.818  version | ________________________________________________________________________\n",
      "                                  … 3240 more positive …                                  \n",
      "                                  … 4190 more negative …                                  \n",
      "-2.859  orbit | (-)stroked                                                                \n",
      "-5.100  space | (-)revell                                                                 \n",
      "\n",
      "y='sci.space' top features\n",
      "Weight  Feature                                                                                \n",
      "------  ---------------------------------------------------------------------------------------\n",
      "+9.732  space | (-)revell                                                                      \n",
      "+5.425  orbit | (-)stroked                                                                     \n",
      "+4.504  nasa | (-)mocking | (-)jmd                                                             \n",
      "+4.193  launch | (-)spring                                                                     \n",
      "+3.992  spacecraft | (-)revenues | (-)_______ | serbian | (-)detained | externel | (-)tormentor\n",
      "+3.802  mars | reston | (-)risen | nowadays                                                    \n",
      "+3.676  moon | faiths | quantized | pet | (-)enriched | brightnesses                           \n",
      "+3.525  shuttle | (-)recording | vlt                                                           \n",
      "+3.436  earth | (-)vdp | pixutils | coined | khvaetvadatha | (-)omits                          \n",
      "+3.158  flight | (-)kerwin | (-)interentested                                                  \n",
      "+3.115  solar | oscillator | slogan                                                            \n",
      "+3.094  sci | (-)calculater | inconceivable                                                    \n",
      "+2.973  satellite | advocated | (-)telesoft | (-)microcontroller                               \n",
      "+2.943  test | (-)japan                                                                        \n",
      "                                    … 3841 more positive …                                     \n",
      "                                    … 4556 more negative …                                     \n",
      "-3.102  god | (-)casual | socrates | (-)aborted | pivotal                                      \n",
      "-3.170  religion | followers | hunts | 536                                                     \n",
      "-3.425  wrong | (-)tired | (-)bestowed                                                         \n",
      "-3.493  file                                                                                   \n",
      "-3.619  3d | wti                                                                               \n",
      "-4.582  graphics | lemur | (-)installations                                                    \n",
      "\n",
      "y='talk.religion.misc' top features\n",
      "Weight  Feature                                                                            \n",
      "------  -----------------------------------------------------------------------------------\n",
      "+5.561  christian | integer | (-)pd1 | trench                                              \n",
      "+5.224  christians | 320x200 | subtilty                                                    \n",
      "+5.079  order | consensus | maker | vm_pray | wonders | zorastrian | (-)457                \n",
      "+4.556  jesus | (-)systems | butter | (-)aztecs | (-)geotail | optimized                   \n",
      "+4.442  fbi | awfully | (-)antwerp                                                         \n",
      "+3.673  blood | (-)reduces                                                                 \n",
      "+3.498  objective | (-)venera | 82 | (-)fl | (-)834                                        \n",
      "+3.203  children | (-)inflatable | (-)cutest                                               \n",
      "+3.111  koresh | (-)gotta | (-)fixtures | (-)hussien | (-)joined                           \n",
      "+2.918  dead | (-)phillips | (-)les                                                        \n",
      "+2.864  values | undefinable | (-)chubb                                                    \n",
      "+2.853  christ | (-)silloo | ineed | (-)_religion_                                         \n",
      "+2.808  may | aws | (-)umpire | (-)gaat                                                    \n",
      "+2.808  see | (-)sert                                                                      \n",
      "                                  … 3528 more positive …                                   \n",
      "                                  … 4713 more negative …                                   \n",
      "-3.048  thanks | adequate | royalty | intelligibly                                         \n",
      "-3.184  atheists | (-)simulators | (-)degrading | coprocessor | (-)imsl | justifying | 3261\n",
      "-3.353  need | (-)concede | beeld | noss                                                   \n",
      "-3.464  system | (-)bylaws | (-)724x600                                                    \n",
      "-3.543  could | diagrams | (-)videoscan | lous | (-)64x64                                  \n",
      "-4.728  space | (-)revell                                                                  \n",
      "\n"
     ]
    }
   ],
   "source": [
    "from eli5 import explain_weights, explain_prediction\n",
    "from eli5 import format_as_html, format_as_text, format_html_styles\n",
    "\n",
    "print(format_as_text(explain_weights(clf, ivec, target_names=train['target_names'])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       "    table.eli5-weights tr:hover {\n",
       "        filter: brightness(85%);\n",
       "    }\n",
       "</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.display import display, HTML\n",
    "show_html = lambda html: display(HTML(html))\n",
    "show_html_expl = lambda expl, **kwargs: show_html(format_as_html(expl, include_styles=False, **kwargs))\n",
    "show_html(format_html_styles())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "    \n",
       "        <p>Explained as: linear model</p>\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "        <pre>\n",
       "Features with largest coefficients per class.\n",
       "Caveats:\n",
       "1. Be careful with features which are not\n",
       "   independent - weights don't show their importance.\n",
       "2. If scale of input features is different then scale of coefficients\n",
       "   will also be different, making direct comparison between coefficient values\n",
       "   incorrect.\n",
       "3. Depending on regularization, rare features sometimes may have high\n",
       "   coefficients; this doesn't mean they contribute much to the\n",
       "   classification result for most examples.\n",
       "\n",
       "Feature names are restored from their hashes; this is not 100% precise\n",
       "because collisions are possible. For known collisions possible feature names\n",
       "are separated by | sign. Keep in mind the collision list is not exhaustive.\n",
       "Features marked with (-) should be read as inverted: if they have positive\n",
       "coefficient, the result is negative, if they have negative coefficient,\n",
       "the result is positive.\n",
       "</pre>\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "    \n",
       "        <table class=\"eli5-weights-wrapper\" style=\"border-collapse: collapse; border: none; margin-bottom: 1.5em;\">\n",
       "            <tr>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=alt.atheism\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=talk.religion.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "            </tr>\n",
       "            <tr>\n",
       "                \n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.383\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        atheism <span title=\"homos\n",
       "(-)dyson\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.889\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        atheists <span title=\"(-)simulators\n",
       "(-)degrading\n",
       "coprocessor\n",
       "(-)imsl\n",
       "justifying\n",
       "3261\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.482\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        bobby <span title=\"(-)counterexamples\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.360\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        religion <span title=\"followers\n",
       "hunts\n",
       "536\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.562\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        words <span title=\"24bit\n",
       "_nightflyers_\n",
       "tsv\n",
       "(-)recommened\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.448\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        posting <span title=\"libelous\n",
       "rude\n",
       "(-)agreeable\n",
       "(-)elaine\n",
       "umd\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.417\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        post\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.219\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        atheist <span title=\"boyce\n",
       "(-)62618e\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.213\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        define <span title=\"mixture\n",
       "(-)cx5\n",
       "periphery\n",
       "cmd\n",
       "(-)bibtex\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.189\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        isn <span title=\"(-)david42\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.164\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        islam <span title=\"(-)code3\n",
       "descends\n",
       "(-)2etc\n",
       "witrh\n",
       "xgif\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.997\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        our <span title=\"newlan\n",
       "(-)prenatal\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.979\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        example <span title=\"(-)tolerate\n",
       "(-)336549999999999955e\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.945\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        punishment <span title=\"jahn\n",
       "(-)extremists\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.902\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        islamic <span title=\"(-)angeles\n",
       "pressures\n",
       "(-)affordably\n",
       "(-)snazzy\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.836\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        being <span title=\"kernel\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.56%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 3441 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.14%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 4622 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.041\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        christ <span title=\"(-)silloo\n",
       "ineed\n",
       "(-)_religion_\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.085\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        interested <span title=\"galileo\n",
       "(-)geneologies\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.429\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        order <span title=\"consensus\n",
       "maker\n",
       "vm_pray\n",
       "wonders\n",
       "zorastrian\n",
       "(-)457\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 88.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -4.664\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        space <span title=\"(-)revell\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +6.976\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics <span title=\"lemur\n",
       "(-)installations\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.089\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        file\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.918\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        computer <span title=\"(-)morality\n",
       "(-)priest\n",
       "eredoctoraat\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.675\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        image <span title=\"(-)fallacies\n",
       "envelope\n",
       "(-)turing\n",
       "(-)topographic\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.481\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        3d <span title=\"wti\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.058\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        points <span title=\"credibility\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.846\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        screen <span title=\"techno\n",
       "(-)clo\n",
       "clicking\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.613\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        using <span title=\"contention\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.515\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        42 <span title=\"(-)auxiliary\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.428\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        files <span title=\"cell\n",
       "dualism\n",
       "(-)bibliographic\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.040\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        virtual <span title=\"shaking\n",
       "(-)catechism\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.988\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        site <span title=\"cheif\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.983\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        video <span title=\"dither\n",
       "sometime\n",
       "(-)kit\n",
       "menlo\n",
       "(-)yourselfers\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.949\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        package <span title=\"(-)intelligence\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.944\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        animation <span title=\"satisfies\n",
       "nome\n",
       "intrigued\n",
       "heightfields\n",
       "attendent\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.835\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hi <span title=\"feasability\n",
       "(-)seri\n",
       "teens\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.834\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        tiff <span title=\"distress\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.818\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        version <span title=\"________________________________________________________________________\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.60%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 3240 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.52%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 4190 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -2.859\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        orbit <span title=\"(-)stroked\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 87.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -5.100\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        space <span title=\"(-)revell\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +9.732\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        space <span title=\"(-)revell\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.425\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        orbit <span title=\"(-)stroked\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.504\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        nasa <span title=\"(-)mocking\n",
       "(-)jmd\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.193\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        launch <span title=\"(-)spring\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.992\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        spacecraft <span title=\"(-)revenues\n",
       "(-)_______\n",
       "serbian\n",
       "(-)detained\n",
       "externel\n",
       "(-)tormentor\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.802\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        mars <span title=\"reston\n",
       "(-)risen\n",
       "nowadays\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.676\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        moon <span title=\"faiths\n",
       "quantized\n",
       "pet\n",
       "(-)enriched\n",
       "brightnesses\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.525\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        shuttle <span title=\"(-)recording\n",
       "vlt\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.436\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        earth <span title=\"(-)vdp\n",
       "pixutils\n",
       "coined\n",
       "khvaetvadatha\n",
       "(-)omits\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.158\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        flight <span title=\"(-)kerwin\n",
       "(-)interentested\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.115\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        solar <span title=\"oscillator\n",
       "slogan\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.094\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sci <span title=\"(-)calculater\n",
       "inconceivable\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.973\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        satellite <span title=\"advocated\n",
       "(-)telesoft\n",
       "(-)microcontroller\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.943\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        test <span title=\"(-)japan\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.34%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 3841 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.02%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 4556 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.102\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        god <span title=\"(-)casual\n",
       "socrates\n",
       "(-)aborted\n",
       "pivotal\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.170\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        religion <span title=\"followers\n",
       "hunts\n",
       "536\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.425\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        wrong <span title=\"(-)tired\n",
       "(-)bestowed\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.493\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        file\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.619\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        3d <span title=\"wti\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 88.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -4.582\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics <span title=\"lemur\n",
       "(-)installations\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.561\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        christian <span title=\"integer\n",
       "(-)pd1\n",
       "trench\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.224\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        christians <span title=\"320x200\n",
       "subtilty\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.079\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        order <span title=\"consensus\n",
       "maker\n",
       "vm_pray\n",
       "wonders\n",
       "zorastrian\n",
       "(-)457\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.556\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        jesus <span title=\"(-)systems\n",
       "butter\n",
       "(-)aztecs\n",
       "(-)geotail\n",
       "optimized\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.442\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        fbi <span title=\"awfully\n",
       "(-)antwerp\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.673\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        blood <span title=\"(-)reduces\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.498\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        objective <span title=\"(-)venera\n",
       "82\n",
       "(-)fl\n",
       "(-)834\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.203\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        children <span title=\"(-)inflatable\n",
       "(-)cutest\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.111\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        koresh <span title=\"(-)gotta\n",
       "(-)fixtures\n",
       "(-)hussien\n",
       "(-)joined\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.918\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        dead <span title=\"(-)phillips\n",
       "(-)les\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.864\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        values <span title=\"undefinable\n",
       "(-)chubb\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.853\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        christ <span title=\"(-)silloo\n",
       "ineed\n",
       "(-)_religion_\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.808\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        may <span title=\"aws\n",
       "(-)umpire\n",
       "(-)gaat\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.808\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        see <span title=\"(-)sert\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.62%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 3528 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.13%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 4713 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.048\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        thanks <span title=\"adequate\n",
       "royalty\n",
       "intelligibly\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.85%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.184\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        atheists <span title=\"(-)simulators\n",
       "(-)degrading\n",
       "coprocessor\n",
       "(-)imsl\n",
       "justifying\n",
       "3261\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.353\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        need <span title=\"(-)concede\n",
       "beeld\n",
       "noss\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.464\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        system <span title=\"(-)bylaws\n",
       "(-)724x600\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.543\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        could <span title=\"diagrams\n",
       "(-)videoscan\n",
       "lous\n",
       "(-)64x64\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 87.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -4.728\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        space <span title=\"(-)revell\">&hellip;</span>\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                \n",
       "            </tr>\n",
       "        </table>\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_html_expl(explain_weights(clf, ivec, target_names=train['target_names']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "    \n",
       "        <p>Explained as: linear model</p>\n",
       "    \n",
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       "    \n",
       "\n",
       "    \n",
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       "        <table class=\"eli5-weights-wrapper\" style=\"border-collapse: collapse; border: none; margin-bottom: 1.5em;\">\n",
       "            <tr>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=alt.atheism\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>-4.351</b>)\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
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       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>2.166</b>)\n",
       "\n",
       "top features\n",
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       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
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       "    \n",
       "        y=sci.space\n",
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       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>-0.890</b>)\n",
       "\n",
       "top features\n",
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       "                        <b>\n",
       "    \n",
       "        y=talk.religion.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>-2.004</b>)\n",
       "\n",
       "top features\n",
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       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
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       "    <table class=\"eli5-weights\"\n",
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       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
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       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
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       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.061\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        it\n",
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       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.061\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
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       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.46%); border: none;\">\n",
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       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.60%); border: none;\">\n",
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       "        -0.035\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        most\n",
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       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
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       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        decor\n",
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       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.046\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        better\n",
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       "    \n",
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       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
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       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.119\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
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       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.121\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
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       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.134\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
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       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
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       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        costs\n",
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       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.173\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
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       "            <tr style=\"background-color: hsl(0, 100.00%, 94.34%); border: none;\">\n",
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       "            <tr style=\"background-color: hsl(0, 100.00%, 94.26%); border: none;\">\n",
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       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
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       "        \n",
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       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.241\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.256\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        the\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.284\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        to\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.329\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        buy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 84.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.731\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        software\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.055\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.720\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.549\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        software\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.370\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        is\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.85%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.292\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.234\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        looking\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.223\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        help\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.217\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        on\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.179\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        any\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.154\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        there\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.153\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.142\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        for\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.123\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        features\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.118\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        find\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.104\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        from\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.103\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        my\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.100\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        has\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.084\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        which\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.081\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        it\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.079\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        am\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.078\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        where\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.038\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        and\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.035\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        here\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.029\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        thailand\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.026\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        costs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.019\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        friend\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.019\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        trying\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.007\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        how\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.004\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        some\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.008\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        designer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.010\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        buy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.11%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.012\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        likes\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.021\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sophisticated\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.021\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        interior\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.023\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        decor\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.032\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        better\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.063\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        much\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.078\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        most\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.079\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        more\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.106\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        the\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.106\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        to\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.107\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        suggestion\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 87.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.514\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        he\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 81.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.933\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.297\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        the\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.232\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        buy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.161\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        costs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.158\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        how\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.149\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        most\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.103\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        it\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.100\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        more\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.097\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        to\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.096\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        on\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.095\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        software\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.085\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        some\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.85%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.075\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        from\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.072\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        much\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.070\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        friend\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.069\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        here\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.057\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        where\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.048\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        likes\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.048\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        there\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.035\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        decor\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.029\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sophisticated\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.11%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.012\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        has\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.009\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        for\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.006\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        designer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.004\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        suggestion\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.017\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        better\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.018\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        any\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.026\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        interior\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.056\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        and\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.060\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        thailand\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.064\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.066\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        trying\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.071\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        am\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.073\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        features\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.094\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        help\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.107\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        my\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.111\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.112\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        which\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.123\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        find\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.145\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        is\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.152\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        looking\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.265\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        he\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 88.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.473\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 81.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.956\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.478\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        he\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.225\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        is\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.133\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        more\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.116\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        interior\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.088\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        my\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.085\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        thailand\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.076\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        and\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.070\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        find\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.070\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        looking\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.053\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        suggestion\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.051\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        am\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.047\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        buy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.043\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        friend\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.040\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        trying\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.037\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        where\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.026\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        costs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.025\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        decor\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.009\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        which\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.007\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        to\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.004\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        designer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.011\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        how\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.012\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        here\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.013\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        help\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.016\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        from\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.021\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        the\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.035\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        features\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.044\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sophisticated\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.055\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        there\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.064\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        likes\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.069\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        better\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.095\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.106\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        most\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.131\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        any\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.135\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        for\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.176\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        has\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.186\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        on\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.189\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        much\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.193\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.193\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        some\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.282\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.287\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        it\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.402\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        software\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 81.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.973\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                \n",
       "            </tr>\n",
       "        </table>\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=alt.atheism\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>-4.351</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.055\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.296\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(0, 100.00%, 89.35%); opacity: 0.83\" title=\"-0.109\">hi</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.29%); opacity: 0.82\" title=\"-0.056\">there</span><span style=\"opacity: 0.80\">,\n",
       "\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 93.47%); opacity: 0.82\" title=\"-0.054\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.43%); opacity: 0.82\" title=\"-0.067\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.24%); opacity: 0.85\" title=\"-0.173\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.024\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.85%); opacity: 0.83\" title=\"0.116\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.20%); opacity: 0.85\" title=\"-0.174\">help</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.032\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.28%); opacity: 0.83\" title=\"-0.095\">friend</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.92%); opacity: 0.81\" title=\"0.018\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 91.36%); opacity: 0.82\" title=\"-0.081\">interior</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.81%); opacity: 0.81\" title=\"-0.039\">decor</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.77%); opacity: 0.80\" title=\"-0.000\">designer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 99.18%); opacity: 0.80\" title=\"0.003\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.92%); opacity: 0.81\" title=\"0.018\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.110\">from</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.87%); opacity: 0.83\" title=\"-0.116\">thailand</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 99.18%); opacity: 0.80\" title=\"0.003\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.92%); opacity: 0.81\" title=\"0.018\">is</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.036\">trying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.34%); opacity: 0.83\" title=\"-0.095\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.64%); opacity: 0.84\" title=\"-0.134\">find</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.85%); opacity: 0.83\" title=\"0.116\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.40%); opacity: 0.87\" title=\"-0.241\">graphics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.25%); opacity: 0.87\" title=\"-0.244\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.76%); opacity: 0.82\" title=\"-0.089\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.96%); opacity: 0.80\" title=\"0.004\">pc</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 93.80%); opacity: 0.81\" title=\"-0.050\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.35%); opacity: 0.80\" title=\"-0.008\">suggestion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.76%); opacity: 0.82\" title=\"-0.089\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.91%); opacity: 0.82\" title=\"0.061\">which</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 81.25%); opacity: 0.87\" title=\"-0.244\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.34%); opacity: 0.83\" title=\"-0.095\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.75%); opacity: 0.85\" title=\"-0.165\">buy</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 89.38%); opacity: 0.83\" title=\"-0.108\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.34%); opacity: 0.83\" title=\"-0.095\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.75%); opacity: 0.85\" title=\"-0.165\">buy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.05%); opacity: 0.82\" title=\"-0.059\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.51%); opacity: 0.83\" title=\"-0.121\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.27%); opacity: 0.84\" title=\"0.156\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.62%); opacity: 0.81\" title=\"0.031\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.62%); opacity: 0.85\" title=\"-0.167\">costs</span><span style=\"opacity: 0.80\"> ? </span><span style=\"background-color: hsl(120, 100.00%, 99.18%); opacity: 0.80\" title=\"0.003\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.46%); opacity: 0.80\" title=\"0.014\">likes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.01%); opacity: 0.82\" title=\"-0.085\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.14%); opacity: 0.81\" title=\"-0.035\">most</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 95.57%); opacity: 0.81\" title=\"0.031\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 81.25%); opacity: 0.87\" title=\"-0.244\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 91.01%); opacity: 0.82\" title=\"-0.085\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.62%); opacity: 0.83\" title=\"-0.119\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.60%); opacity: 0.82\" title=\"-0.065\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.62%); opacity: 0.81\" title=\"0.031\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.51%); opacity: 0.81\" title=\"0.042\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 91.01%); opacity: 0.82\" title=\"-0.085\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.18%); opacity: 0.81\" title=\"-0.046\">better</span><span style=\"opacity: 0.80\">)</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>2.166</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.85%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.098\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.933\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(120, 100.00%, 78.70%); opacity: 0.88\" title=\"0.292\">hi</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.40%); opacity: 0.84\" title=\"0.154\">there</span><span style=\"opacity: 0.80\">,\n",
       "\n",
       "i </span><span style=\"background-color: hsl(120, 100.00%, 91.47%); opacity: 0.82\" title=\"0.079\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.21%); opacity: 0.81\" title=\"0.035\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.77%); opacity: 0.87\" title=\"0.234\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.18%); opacity: 0.84\" title=\"0.142\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.36%); opacity: 0.80\" title=\"0.002\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.41%); opacity: 0.86\" title=\"0.223\">help</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 89.74%); opacity: 0.83\" title=\"0.103\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.85%); opacity: 0.81\" title=\"0.019\">friend</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.36%); opacity: 0.83\" title=\"0.123\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 96.62%); opacity: 0.81\" title=\"-0.021\">interior</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.37%); opacity: 0.81\" title=\"-0.023\">decor</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.30%); opacity: 0.80\" title=\"-0.008\">designer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.171\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.36%); opacity: 0.83\" title=\"0.123\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.70%); opacity: 0.83\" title=\"0.104\">from</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.79%); opacity: 0.81\" title=\"0.029\">thailand</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.171\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.36%); opacity: 0.83\" title=\"0.123\">is</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 96.90%); opacity: 0.81\" title=\"0.019\">trying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.035\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.69%); opacity: 0.83\" title=\"0.118\">find</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.36%); opacity: 0.80\" title=\"0.002\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.720\">graphics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.65%); opacity: 0.85\" title=\"0.183\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.35%); opacity: 0.83\" title=\"0.109\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.48%); opacity: 0.84\" title=\"0.153\">pc</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 84.92%); opacity: 0.85\" title=\"0.179\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.44%); opacity: 0.83\" title=\"-0.107\">suggestion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.35%); opacity: 0.83\" title=\"0.109\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.12%); opacity: 0.82\" title=\"0.084\">which</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 84.65%); opacity: 0.85\" title=\"0.183\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.035\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.79%); opacity: 0.80\" title=\"-0.005\">buy</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(120, 100.00%, 91.57%); opacity: 0.82\" title=\"0.078\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.035\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.79%); opacity: 0.80\" title=\"-0.005\">buy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.91%); opacity: 0.81\" title=\"0.038\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.44%); opacity: 0.80\" title=\"0.007\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.72%); opacity: 0.82\" title=\"-0.063\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.66%); opacity: 0.81\" title=\"0.040\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.05%); opacity: 0.81\" title=\"0.026\">costs</span><span style=\"opacity: 0.80\"> ? </span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.171\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.66%); opacity: 0.80\" title=\"-0.012\">likes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.035\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.078\">most</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 96.62%); opacity: 0.81\" title=\"-0.021\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 84.65%); opacity: 0.85\" title=\"0.183\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.035\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.50%); opacity: 0.82\" title=\"-0.079\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.38%); opacity: 0.83\" title=\"0.123\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.66%); opacity: 0.81\" title=\"0.040\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.94%); opacity: 0.83\" title=\"0.100\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.035\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.43%); opacity: 0.81\" title=\"-0.032\">better</span><span style=\"opacity: 0.80\">)</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>-0.890</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.066\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.956\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(0, 100.00%, 89.22%); opacity: 0.83\" title=\"-0.111\">hi</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.99%); opacity: 0.81\" title=\"0.048\">there</span><span style=\"opacity: 0.80\">,\n",
       "\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 92.08%); opacity: 0.82\" title=\"-0.071\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.23%); opacity: 0.82\" title=\"0.069\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.52%); opacity: 0.84\" title=\"-0.152\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.13%); opacity: 0.80\" title=\"0.009\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.042\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.39%); opacity: 0.83\" title=\"-0.094\">help</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 89.43%); opacity: 0.83\" title=\"-0.107\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.17%); opacity: 0.82\" title=\"0.070\">friend</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.95%); opacity: 0.81\" title=\"-0.048\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 96.09%); opacity: 0.81\" title=\"-0.026\">interior</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.15%); opacity: 0.81\" title=\"0.035\">decor</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.56%); opacity: 0.80\" title=\"0.006\">designer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 90.79%); opacity: 0.82\" title=\"-0.088\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.95%); opacity: 0.81\" title=\"-0.048\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.76%); opacity: 0.82\" title=\"0.075\">from</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.01%); opacity: 0.82\" title=\"-0.060\">thailand</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 90.79%); opacity: 0.82\" title=\"-0.088\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.95%); opacity: 0.81\" title=\"-0.048\">is</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 92.52%); opacity: 0.82\" title=\"-0.066\">trying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.42%); opacity: 0.81\" title=\"0.032\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.40%); opacity: 0.83\" title=\"-0.123\">find</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.042\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 70.20%); opacity: 0.93\" title=\"-0.473\">graphics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.52%); opacity: 0.81\" title=\"0.032\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.01%); opacity: 0.81\" title=\"0.048\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.61%); opacity: 0.82\" title=\"-0.064\">pc</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 96.95%); opacity: 0.81\" title=\"-0.018\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.88%); opacity: 0.80\" title=\"-0.004\">suggestion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.01%); opacity: 0.81\" title=\"0.048\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.10%); opacity: 0.83\" title=\"-0.112\">which</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 95.52%); opacity: 0.81\" title=\"0.032\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.42%); opacity: 0.81\" title=\"0.032\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.86%); opacity: 0.83\" title=\"0.116\">buy</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(120, 100.00%, 93.26%); opacity: 0.82\" title=\"0.057\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.42%); opacity: 0.81\" title=\"0.032\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.86%); opacity: 0.83\" title=\"0.116\">buy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.32%); opacity: 0.82\" title=\"-0.056\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.18%); opacity: 0.84\" title=\"0.158\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.05%); opacity: 0.82\" title=\"0.072\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.71%); opacity: 0.81\" title=\"0.051\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.96%); opacity: 0.84\" title=\"0.161\">costs</span><span style=\"opacity: 0.80\"> ? </span><span style=\"background-color: hsl(0, 100.00%, 90.79%); opacity: 0.82\" title=\"-0.088\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.97%); opacity: 0.81\" title=\"0.048\">likes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.01%); opacity: 0.83\" title=\"0.099\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.69%); opacity: 0.84\" title=\"0.149\">most</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 95.75%); opacity: 0.81\" title=\"0.029\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 95.52%); opacity: 0.81\" title=\"0.032\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(120, 100.00%, 90.01%); opacity: 0.83\" title=\"0.099\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.97%); opacity: 0.83\" title=\"0.100\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.91%); opacity: 0.82\" title=\"-0.073\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.71%); opacity: 0.81\" title=\"0.051\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.68%); opacity: 0.80\" title=\"0.012\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(120, 100.00%, 90.01%); opacity: 0.83\" title=\"0.099\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.10%); opacity: 0.80\" title=\"-0.017\">better</span><span style=\"opacity: 0.80\">)</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=talk.religion.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>-2.004</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.973\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.031\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(0, 100.00%, 84.07%); opacity: 0.85\" title=\"-0.193\">hi</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.43%); opacity: 0.82\" title=\"-0.055\">there</span><span style=\"opacity: 0.80\">,\n",
       "\n",
       "i </span><span style=\"background-color: hsl(120, 100.00%, 93.69%); opacity: 0.81\" title=\"0.051\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.75%); opacity: 0.80\" title=\"-0.012\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.18%); opacity: 0.82\" title=\"0.070\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.62%); opacity: 0.84\" title=\"-0.135\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.18%); opacity: 0.83\" title=\"-0.097\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.62%); opacity: 0.80\" title=\"-0.013\">help</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 90.78%); opacity: 0.82\" title=\"0.088\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.48%); opacity: 0.81\" title=\"0.043\">friend</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.78%); opacity: 0.82\" title=\"0.075\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 88.86%); opacity: 0.83\" title=\"0.116\">interior</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.17%); opacity: 0.81\" title=\"0.025\">decor</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.96%); opacity: 0.80\" title=\"0.004\">designer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 86.08%); opacity: 0.84\" title=\"0.159\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.78%); opacity: 0.82\" title=\"0.075\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.20%); opacity: 0.80\" title=\"-0.016\">from</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.00%); opacity: 0.82\" title=\"0.085\">thailand</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 86.08%); opacity: 0.84\" title=\"0.159\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.78%); opacity: 0.82\" title=\"0.075\">is</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 94.75%); opacity: 0.81\" title=\"0.040\">trying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.24%); opacity: 0.80\" title=\"0.002\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.16%); opacity: 0.82\" title=\"0.070\">find</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.18%); opacity: 0.83\" title=\"-0.097\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.23%); opacity: 0.88\" title=\"-0.282\">graphics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.67%); opacity: 0.84\" title=\"-0.134\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.093\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.30%); opacity: 0.83\" title=\"-0.095\">pc</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 87.85%); opacity: 0.84\" title=\"-0.131\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.55%); opacity: 0.81\" title=\"0.053\">suggestion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.093\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.15%); opacity: 0.80\" title=\"0.009\">which</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 87.67%); opacity: 0.84\" title=\"-0.134\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.24%); opacity: 0.80\" title=\"0.002\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.35%); opacity: 0.81\" title=\"0.024\">buy</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(120, 100.00%, 95.01%); opacity: 0.81\" title=\"0.037\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.24%); opacity: 0.80\" title=\"0.002\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.35%); opacity: 0.81\" title=\"0.024\">buy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.71%); opacity: 0.82\" title=\"0.076\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.85%); opacity: 0.80\" title=\"-0.011\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.30%); opacity: 0.85\" title=\"-0.189\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.144\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.05%); opacity: 0.81\" title=\"0.026\">costs</span><span style=\"opacity: 0.80\"> ? </span><span style=\"background-color: hsl(120, 100.00%, 86.08%); opacity: 0.84\" title=\"0.159\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.61%); opacity: 0.82\" title=\"-0.064\">likes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.46%); opacity: 0.80\" title=\"-0.007\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.55%); opacity: 0.83\" title=\"-0.106\">most</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 94.33%); opacity: 0.81\" title=\"-0.044\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 87.67%); opacity: 0.84\" title=\"-0.134\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 98.46%); opacity: 0.80\" title=\"-0.007\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.74%); opacity: 0.84\" title=\"0.133\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.15%); opacity: 0.81\" title=\"-0.035\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.144\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.06%); opacity: 0.85\" title=\"-0.176\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 98.46%); opacity: 0.80\" title=\"-0.007\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.29%); opacity: 0.82\" title=\"-0.069\">better</span><span style=\"opacity: 0.80\">)</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_html_expl(explain_prediction(clf, test['data'][2], vec, target_names=train['target_names']), force_weights=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=alt.atheism\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>-2.171</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 87.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.055\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 86.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.116\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">i </span><span style=\"background-color: hsl(0, 100.00%, 91.10%); opacity: 0.82\" title=\"-0.069\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 69.20%); opacity: 0.94\" title=\"-0.405\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.11%); opacity: 0.81\" title=\"0.038\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.80%); opacity: 0.81\" title=\"0.024\">finding</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.01%); opacity: 0.84\" title=\"-0.131\">3d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.07%); opacity: 0.84\" title=\"-0.104\">animation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.19%); opacity: 0.82\" title=\"-0.057\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.89%); opacity: 0.81\" title=\"-0.031\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.75%); opacity: 0.84\" title=\"-0.109\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.02%); opacity: 0.82\" title=\"0.059\">mac</span><span style=\"opacity: 0.80\">.\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 91.10%); opacity: 0.82\" title=\"-0.069\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.33%); opacity: 0.81\" title=\"-0.036\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 69.20%); opacity: 0.94\" title=\"-0.405\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.11%); opacity: 0.81\" title=\"0.038\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.54%); opacity: 0.82\" title=\"-0.064\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.19%); opacity: 0.82\" title=\"-0.057\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.03%); opacity: 0.82\" title=\"0.048\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.98%); opacity: 0.86\" title=\"0.188\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(120, 100.00%, 78.56%); opacity: 0.88\" title=\"0.241\">exist</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 94.11%); opacity: 0.81\" title=\"0.038\">in</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 98.58%); opacity: 0.80\" title=\"0.005\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.98%); opacity: 0.82\" title=\"-0.059\">port</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.53%); opacity: 0.83\" title=\"-0.075\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.34%); opacity: 0.84\" title=\"0.127\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.10%); opacity: 0.82\" title=\"0.058\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.99%); opacity: 0.86\" title=\"-0.174\">good</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.03%); opacity: 0.82\" title=\"0.048\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.72%); opacity: 0.89\" title=\"-0.255\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.64%); opacity: 0.83\" title=\"-0.085\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.07%); opacity: 0.82\" title=\"-0.048\">make</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.71%); opacity: 0.80\" title=\"-0.010\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.53%); opacity: 0.86\" title=\"0.166\">go</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.58%); opacity: 0.87\" title=\"-0.210\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(120, 100.00%, 92.02%); opacity: 0.82\" title=\"0.059\">mac</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 85.96%); opacity: 0.84\" title=\"0.132\">do</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.54%); opacity: 0.82\" title=\"-0.064\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.63%); opacity: 0.84\" title=\"-0.110\">such</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.56%); opacity: 0.88\" title=\"0.241\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>1.082</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.015\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 88.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.933\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">i </span><span style=\"background-color: hsl(120, 100.00%, 88.38%); opacity: 0.83\" title=\"0.101\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.51%); opacity: 0.83\" title=\"0.099\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.00%); opacity: 0.81\" title=\"-0.022\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.75%); opacity: 0.82\" title=\"0.051\">finding</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.588\">3d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.19%); opacity: 0.93\" title=\"0.387\">animation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.65%); opacity: 0.81\" title=\"0.017\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.53%); opacity: 0.86\" title=\"0.180\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.41%); opacity: 0.82\" title=\"-0.045\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.096\">mac</span><span style=\"opacity: 0.80\">.\n",
       "i </span><span style=\"background-color: hsl(120, 100.00%, 88.38%); opacity: 0.83\" title=\"0.101\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.63%); opacity: 0.80\" title=\"0.001\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.51%); opacity: 0.83\" title=\"0.099\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.00%); opacity: 0.81\" title=\"-0.022\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.45%); opacity: 0.88\" title=\"0.227\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.65%); opacity: 0.81\" title=\"0.017\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.60%); opacity: 0.83\" title=\"-0.074\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.01%); opacity: 0.82\" title=\"-0.049\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 87.33%); opacity: 0.84\" title=\"-0.114\">exist</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 96.00%); opacity: 0.81\" title=\"-0.022\">in</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 81.57%); opacity: 0.87\" title=\"0.195\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.61%); opacity: 0.83\" title=\"0.098\">port</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.06%); opacity: 0.82\" title=\"0.048\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.24%); opacity: 0.80\" title=\"0.007\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.67%); opacity: 0.81\" title=\"-0.042\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.14%); opacity: 0.81\" title=\"0.029\">good</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.60%); opacity: 0.83\" title=\"-0.074\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.88%); opacity: 0.82\" title=\"-0.060\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.85%); opacity: 0.83\" title=\"0.083\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.71%); opacity: 0.81\" title=\"-0.024\">make</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.85%); opacity: 0.80\" title=\"0.000\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.75%); opacity: 0.81\" title=\"0.024\">go</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.34%); opacity: 0.80\" title=\"-0.006\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.096\">mac</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(0, 100.00%, 95.46%); opacity: 0.81\" title=\"-0.026\">do</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.45%); opacity: 0.88\" title=\"0.227\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.90%); opacity: 0.82\" title=\"-0.060\">such</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.33%); opacity: 0.84\" title=\"-0.114\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>-2.049</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 88.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.956\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 86.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.093\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">i </span><span style=\"background-color: hsl(0, 100.00%, 89.21%); opacity: 0.83\" title=\"-0.091\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.00%); opacity: 0.85\" title=\"0.145\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.84%); opacity: 0.85\" title=\"-0.133\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.80%); opacity: 0.80\" title=\"-0.004\">finding</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 65.56%); opacity: 0.96\" title=\"-0.475\">3d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 72.38%); opacity: 0.92\" title=\"-0.347\">animation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.68%); opacity: 0.81\" title=\"0.025\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.45%); opacity: 0.80\" title=\"0.012\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.38%); opacity: 0.84\" title=\"0.126\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.29%); opacity: 0.83\" title=\"-0.102\">mac</span><span style=\"opacity: 0.80\">.\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 89.21%); opacity: 0.83\" title=\"-0.091\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.06%); opacity: 0.82\" title=\"0.048\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.00%); opacity: 0.85\" title=\"0.145\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.84%); opacity: 0.85\" title=\"-0.133\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.84%); opacity: 0.81\" title=\"-0.023\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.68%); opacity: 0.81\" title=\"0.025\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.56%); opacity: 0.83\" title=\"-0.086\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.15%); opacity: 0.81\" title=\"-0.038\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.031\">exist</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 85.84%); opacity: 0.85\" title=\"-0.133\">in</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 89.93%); opacity: 0.83\" title=\"-0.082\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.51%); opacity: 0.81\" title=\"-0.035\">port</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.89%); opacity: 0.82\" title=\"-0.071\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.75%); opacity: 0.83\" title=\"0.096\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.11%); opacity: 0.82\" title=\"-0.069\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.020\">good</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.56%); opacity: 0.83\" title=\"-0.086\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.70%); opacity: 0.86\" title=\"0.178\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.83%); opacity: 0.84\" title=\"0.120\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.24%); opacity: 0.89\" title=\"0.263\">make</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.23%); opacity: 0.83\" title=\"-0.103\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.02%); opacity: 0.81\" title=\"0.039\">go</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.81%); opacity: 0.85\" title=\"0.148\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(0, 100.00%, 88.29%); opacity: 0.83\" title=\"-0.102\">mac</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(0, 100.00%, 79.92%); opacity: 0.87\" title=\"-0.220\">do</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.84%); opacity: 0.81\" title=\"-0.023\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.32%); opacity: 0.82\" title=\"0.066\">such</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.031\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=talk.religion.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>-1.993</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 87.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.973\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 87.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.019\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
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       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
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       "i </span><span style=\"background-color: hsl(120, 100.00%, 91.40%); opacity: 0.82\" title=\"0.065\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.83%); opacity: 0.81\" title=\"0.032\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.53%); opacity: 0.80\" title=\"0.011\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.02%); opacity: 0.82\" title=\"-0.070\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.44%); opacity: 0.86\" title=\"-0.167\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.054\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.96%); opacity: 0.82\" title=\"0.049\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.41%); opacity: 0.85\" title=\"-0.153\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 81.88%); opacity: 0.86\" title=\"-0.190\">exist</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 91.02%); opacity: 0.82\" title=\"-0.070\">in</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 86.78%); opacity: 0.84\" title=\"-0.121\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.77%); opacity: 0.80\" title=\"0.010\">port</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.70%); opacity: 0.83\" title=\"0.097\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.50%); opacity: 0.83\" title=\"-0.099\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.26%); opacity: 0.80\" title=\"-0.013\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.21%); opacity: 0.88\" title=\"0.231\">good</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.96%); opacity: 0.82\" title=\"0.049\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.71%); opacity: 0.83\" title=\"0.097\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.40%); opacity: 0.82\" title=\"-0.055\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.22%); opacity: 0.83\" title=\"-0.103\">make</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.12%); opacity: 0.87\" title=\"0.217\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.98%); opacity: 0.83\" title=\"-0.081\">go</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.02%); opacity: 0.81\" title=\"0.030\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(0, 100.00%, 87.16%); opacity: 0.84\" title=\"-0.116\">mac</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 88.13%); opacity: 0.84\" title=\"0.104\">do</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.44%); opacity: 0.86\" title=\"-0.167\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.77%); opacity: 0.87\" title=\"0.191\">such</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.88%); opacity: 0.86\" title=\"-0.190\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
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   "source": [
    "show_html_expl(explain_prediction(clf, test['data'][4], vec, target_names=train['target_names']), force_weights=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
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       "            <b>\n",
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       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>0.184</b>)\n",
       "\n",
       "top features\n",
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       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
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       "        <tbody>\n",
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       "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.994\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
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       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.933\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
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       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
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       "\n",
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       "\n",
       "\n",
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       " </span><span style=\"background-color: hsl(120, 100.00%, 79.99%); opacity: 0.87\" title=\"0.227\">can</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 67.85%); opacity: 0.95\" title=\"0.446\">anyone</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 68.15%); opacity: 0.94\" title=\"0.440\">help</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.80%); opacity: 0.80\" title=\"0.000\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.69%); opacity: 0.81\" title=\"-0.034\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.38%); opacity: 0.83\" title=\"0.080\">finding</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 77.93%); opacity: 0.89\" title=\"0.261\">ftp</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.610\">site</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.74%); opacity: 0.85\" title=\"0.154\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.83%); opacity: 0.85\" title=\"0.139\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.87%); opacity: 0.85\" title=\"0.167\">collection</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.93%); opacity: 0.88\" title=\"0.244\">is</span><span style=\"opacity: 0.80\"> \n",
       " </span><span style=\"background-color: hsl(120, 100.00%, 67.99%); opacity: 0.95\" title=\"0.444\">available</span><span style=\"opacity: 0.80\">.</span>\n",
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       "        <p>Explained as: linear model</p>\n",
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       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>2.166</b>)\n",
       "\n",
       "top features\n",
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       "        <tr style=\"border: none;\">\n",
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       "                    Contribution<sup>?</sup>\n",
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       "        &lt;BIAS&gt;\n",
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       "</span><span style=\"background-color: hsl(0, 100.00%, 96.62%); opacity: 0.81\" title=\"-0.021\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 84.65%); opacity: 0.85\" title=\"0.183\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.035\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.50%); opacity: 0.82\" title=\"-0.079\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.38%); opacity: 0.83\" title=\"0.123\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.66%); opacity: 0.81\" title=\"0.040\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.94%); opacity: 0.83\" title=\"0.100\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.035\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.43%); opacity: 0.81\" title=\"-0.032\">better</span><span style=\"opacity: 0.80\">)</span>\n",
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       "        &lt;BIAS&gt;\n",
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       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(0, 100.00%, 97.52%); opacity: 0.80\" title=\"-0.004\">rfd</span><span style=\"opacity: 0.80\">\n",
       "                          </span><span style=\"background-color: hsl(0, 100.00%, 96.76%); opacity: 0.81\" title=\"-0.006\">request</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.18%); opacity: 0.84\" title=\"0.046\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.89%); opacity: 0.83\" title=\"-0.038\">discussion</span><span style=\"opacity: 0.80\">\n",
       "                                </span><span style=\"background-color: hsl(120, 100.00%, 87.18%); opacity: 0.84\" title=\"0.046\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.011\">the</span><span style=\"opacity: 0.80\">\n",
       "                          </span><span style=\"background-color: hsl(0, 100.00%, 99.17%); opacity: 0.80\" title=\"-0.001\">open</span><span style=\"opacity: 0.80\">  </span><span style=\"background-color: hsl(120, 100.00%, 99.01%); opacity: 0.80\" title=\"0.001\">telematic</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.84%); opacity: 0.83\" title=\"0.038\">group</span><span style=\"opacity: 0.80\">\n",
       "\n",
       "                                  </span><span style=\"background-color: hsl(120, 100.00%, 92.82%); opacity: 0.82\" title=\"0.020\">otg</span><span style=\"opacity: 0.80\">\n",
       "\n",
       "i </span><span style=\"background-color: hsl(120, 100.00%, 93.82%); opacity: 0.81\" title=\"0.016\">have</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.84%); opacity: 0.80\" title=\"-0.001\">proposed</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.011\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.61%); opacity: 0.80\" title=\"-0.002\">forming</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.58%); opacity: 0.80\" title=\"-0.002\">of</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 99.70%); opacity: 0.80\" title=\"0.000\">consortium</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(120, 100.00%, 98.91%); opacity: 0.80\" title=\"0.001\">task</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.95%); opacity: 0.81\" title=\"-0.016\">force</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.18%); opacity: 0.84\" title=\"0.046\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.011\">the</span><span style=\"opacity: 0.80\">\n",
       "promotion </span><span style=\"background-color: hsl(0, 100.00%, 98.58%); opacity: 0.80\" title=\"-0.002\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.84%); opacity: 0.80\" title=\"0.004\">naplps</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(120, 100.00%, 96.03%); opacity: 0.81\" title=\"0.009\">jpeg</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 98.06%); opacity: 0.80\" title=\"0.003\">fif</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.011\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.55%); opacity: 0.81\" title=\"-0.010\">openly</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.43%); opacity: 0.88\" title=\"-0.091\">discuss</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.68%); opacity: 0.81\" title=\"0.013\">ways</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 87.81%); opacity: 0.84\" title=\"-0.043\">method</span><span style=\"opacity: 0.80\">,\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 97.85%); opacity: 0.80\" title=\"0.004\">procedures</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(120, 100.00%, 93.12%); opacity: 0.82\" title=\"0.019\">algorythms</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 96.46%); opacity: 0.81\" title=\"0.007\">applications</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 92.00%); opacity: 0.82\" title=\"0.024\">implementation</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 95.63%); opacity: 0.81\" title=\"0.010\">extensions</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.58%); opacity: 0.80\" title=\"-0.002\">of</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 97.84%); opacity: 0.80\" title=\"0.004\">naplps</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(120, 100.00%, 96.03%); opacity: 0.81\" title=\"0.009\">jpeg</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.82%); opacity: 0.81\" title=\"-0.013\">standards</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(0, 100.00%, 87.75%); opacity: 0.84\" title=\"-0.043\">these</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.82%); opacity: 0.81\" title=\"-0.013\">standards</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.71%); opacity: 0.83\" title=\"0.039\">should</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.81%); opacity: 0.82\" title=\"0.024\">facilitate</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.011\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.79%); opacity: 0.83\" title=\"-0.033\">creation</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 98.58%); opacity: 0.80\" title=\"-0.002\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.70%); opacity: 0.82\" title=\"0.025\">real_time</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.06%); opacity: 0.81\" title=\"0.012\">online</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.46%); opacity: 0.81\" title=\"0.007\">applications</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.10%); opacity: 0.82\" title=\"-0.019\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.85%); opacity: 0.81\" title=\"-0.006\">make</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.57%); opacity: 0.88\" title=\"0.090\">use</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.58%); opacity: 0.80\" title=\"-0.002\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.92%); opacity: 0.80\" title=\"-0.003\">voice</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 77.93%); opacity: 0.89\" title=\"0.100\">video</span><span style=\"opacity: 0.80\">,\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 96.05%); opacity: 0.81\" title=\"0.009\">telecommuting</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 92.59%); opacity: 0.82\" title=\"-0.021\">hires</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.235\">graphics</span><span style=\"opacity: 0.80\">, conferencing, </span><span style=\"background-color: hsl(120, 100.00%, 94.20%); opacity: 0.81\" title=\"0.015\">distant</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.60%); opacity: 0.81\" title=\"0.013\">learning</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 95.06%); opacity: 0.81\" title=\"0.012\">online</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 96.14%); opacity: 0.81\" title=\"0.008\">order</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.88%); opacity: 0.81\" title=\"0.006\">entry</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 95.77%); opacity: 0.81\" title=\"0.009\">fax</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 97.06%); opacity: 0.80\" title=\"-0.006\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.81%); opacity: 0.81\" title=\"-0.016\">addition</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.75%); opacity: 0.84\" title=\"-0.043\">these</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.29%); opacity: 0.80\" title=\"0.005\">dicussion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.55%); opacity: 0.82\" title=\"0.021\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.40%); opacity: 0.82\" title=\"-0.018\">assist</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.038\">all</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.011\">to</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 92.57%); opacity: 0.82\" title=\"0.021\">better</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.20%); opacity: 0.82\" title=\"0.027\">understand</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.44%); opacity: 0.80\" title=\"0.002\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.54%); opacity: 0.81\" title=\"0.007\">sgml</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 99.50%); opacity: 0.80\" title=\"-0.000\">cals</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 88.34%); opacity: 0.83\" title=\"0.040\">oda</span><span style=\"opacity: 0.80\">, mime, </span><span style=\"background-color: hsl(120, 100.00%, 99.58%); opacity: 0.80\" title=\"0.000\">oodbms</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 96.03%); opacity: 0.81\" title=\"0.009\">jpeg</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 92.50%); opacity: 0.82\" title=\"0.021\">mpeg</span><span style=\"opacity: 0.80\">,\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 90.86%); opacity: 0.82\" title=\"0.028\">fractals</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 99.12%); opacity: 0.80\" title=\"0.001\">sql</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 98.63%); opacity: 0.80\" title=\"0.002\">cdrom</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.016\">cdromxa</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 96.60%); opacity: 0.81\" title=\"0.007\">kodak</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.30%); opacity: 0.80\" title=\"0.005\">photocd</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 98.82%); opacity: 0.80\" title=\"-0.002\">tcl</span><span style=\"opacity: 0.80\">, v.</span><span style=\"background-color: hsl(120, 100.00%, 88.87%); opacity: 0.83\" title=\"0.038\">fast</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 94.91%); opacity: 0.81\" title=\"0.012\">and</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 96.54%); opacity: 0.81\" title=\"-0.007\">eia</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(120, 100.00%, 98.29%); opacity: 0.80\" title=\"0.003\">tia562</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 88.95%); opacity: 0.83\" title=\"0.037\">can</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.08%); opacity: 0.81\" title=\"0.012\">best</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.047\">be</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.74%); opacity: 0.80\" title=\"0.000\">incorporated</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.91%); opacity: 0.81\" title=\"0.012\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.51%); opacity: 0.81\" title=\"0.007\">implemented</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.011\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.98%); opacity: 0.80\" title=\"0.003\">develop</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 99.01%); opacity: 0.80\" title=\"0.001\">telematic</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(120, 100.00%, 94.27%); opacity: 0.81\" title=\"0.015\">multimedia</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.46%); opacity: 0.81\" title=\"0.007\">applications</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 92.22%); opacity: 0.82\" title=\"-0.023\">we</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.06%); opacity: 0.81\" title=\"0.012\">want</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.011\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.047\">be</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.39%); opacity: 0.84\" title=\"0.050\">able</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.011\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.41%); opacity: 0.82\" title=\"0.018\">support</span><span style=\"opacity: 0.80\"> dos, </span><span style=\"background-color: hsl(120, 100.00%, 84.32%); opacity: 0.85\" title=\"0.062\">unix</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 91.77%); opacity: 0.82\" title=\"0.025\">mac</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 80.98%); opacity: 0.87\" title=\"0.081\">windows</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 94.44%); opacity: 0.81\" title=\"0.014\">nt</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 97.06%); opacity: 0.80\" title=\"0.006\">os</span><span style=\"opacity: 0.80\">/2\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 88.98%); opacity: 0.83\" title=\"0.037\">platforms</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 94.66%); opacity: 0.81\" title=\"0.013\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.36%); opacity: 0.83\" title=\"0.040\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.025\">our</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.61%); opacity: 0.82\" title=\"0.021\">hope</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.10%); opacity: 0.82\" title=\"-0.019\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.00%); opacity: 0.80\" title=\"0.003\">individuals</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 95.21%); opacity: 0.81\" title=\"-0.011\">developers</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 99.85%); opacity: 0.80\" title=\"0.000\">corporations</span><span style=\"opacity: 0.80\">,\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 98.28%); opacity: 0.80\" title=\"-0.003\">universities</span><span style=\"opacity: 0.80\">, r &amp; d </span><span style=\"background-color: hsl(120, 100.00%, 96.15%); opacity: 0.81\" title=\"0.008\">labs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.55%); opacity: 0.82\" title=\"0.021\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.63%); opacity: 0.80\" title=\"-0.002\">join</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.06%); opacity: 0.80\" title=\"-0.006\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.06%); opacity: 0.80\" title=\"-0.006\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.003\">supporting</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.06%); opacity: 0.81\" title=\"-0.015\">such</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.39%); opacity: 0.84\" title=\"-0.045\">an</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.73%); opacity: 0.80\" title=\"0.002\">endeavor</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 92.17%); opacity: 0.82\" title=\"0.023\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.55%); opacity: 0.82\" title=\"0.021\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.047\">be</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 97.47%); opacity: 0.80\" title=\"0.005\">not_for_profit</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.84%); opacity: 0.83\" title=\"0.038\">group</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.48%); opacity: 0.87\" title=\"0.078\">with</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.41%); opacity: 0.81\" title=\"-0.007\">bylaws</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.91%); opacity: 0.81\" title=\"0.012\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.06%); opacity: 0.81\" title=\"0.012\">charter</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 90.94%); opacity: 0.82\" title=\"0.028\">already</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 97.77%); opacity: 0.80\" title=\"0.004\">many</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.85%); opacity: 0.80\" title=\"0.000\">corporations</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.82%); opacity: 0.81\" title=\"0.016\">have</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.035\">decided</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.011\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.41%); opacity: 0.82\" title=\"0.018\">support</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.82%); opacity: 0.82\" title=\"0.020\">otg</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(0, 100.00%, 99.17%); opacity: 0.80\" title=\"-0.001\">open</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.01%); opacity: 0.80\" title=\"0.001\">telematic</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.84%); opacity: 0.83\" title=\"0.038\">group</span><span style=\"opacity: 0.80\">) </span><span style=\"background-color: hsl(0, 100.00%, 95.35%); opacity: 0.81\" title=\"-0.011\">so</span><span style=\"opacity: 0.80\">\n",
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       "\n",
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       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 97.42%); opacity: 0.80\" title=\"0.005\">if</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.56%); opacity: 0.81\" title=\"0.007\">you</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.55%); opacity: 0.82\" title=\"0.021\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.69%); opacity: 0.83\" title=\"-0.039\">like</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.011\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.34%); opacity: 0.82\" title=\"0.022\">get</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.26%); opacity: 0.80\" title=\"0.003\">involve</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.02%); opacity: 0.85\" title=\"0.063\">write</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.16%); opacity: 0.81\" title=\"-0.011\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.89%); opacity: 0.80\" title=\"0.000\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.29%); opacity: 0.83\" title=\"0.041\">at</span><span style=\"opacity: 0.80\">:\n",
       "\n",
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       "  p.o. </span><span style=\"background-color: hsl(120, 100.00%, 95.42%); opacity: 0.81\" title=\"0.011\">box</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.51%); opacity: 0.82\" title=\"0.021\">95901</span><span style=\"opacity: 0.80\">            |            </span><span style=\"background-color: hsl(0, 100.00%, 94.68%); opacity: 0.81\" title=\"-0.013\">ed</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(120, 100.00%, 97.02%); opacity: 0.80\" title=\"0.006\">pimentel</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(0, 100.00%, 87.72%); opacity: 0.84\" title=\"-0.043\">gisatl</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(120, 100.00%, 99.00%); opacity: 0.80\" title=\"0.001\">fidonet</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 92.57%); opacity: 0.82\" title=\"-0.021\">org</span><span style=\"opacity: 0.80\">\n",
       "  </span><span style=\"background-color: hsl(0, 100.00%, 88.70%); opacity: 0.83\" title=\"-0.039\">atlanta</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 72.01%); opacity: 0.92\" title=\"-0.141\">georgia</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 87.43%); opacity: 0.84\" title=\"-0.045\">us</span><span style=\"opacity: 0.80\">      | </span><span style=\"background-color: hsl(120, 100.00%, 99.12%); opacity: 0.80\" title=\"0.001\">cis</span><span style=\"opacity: 0.80\">     :  </span><span style=\"background-color: hsl(0, 100.00%, 99.78%); opacity: 0.80\" title=\"-0.000\">70611</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(120, 100.00%, 95.31%); opacity: 0.81\" title=\"0.011\">3703</span><span style=\"opacity: 0.80\">\n",
       "                            | </span><span style=\"background-color: hsl(120, 100.00%, 99.00%); opacity: 0.80\" title=\"0.001\">fidonet</span><span style=\"opacity: 0.80\"> :  1:</span><span style=\"background-color: hsl(120, 100.00%, 94.61%); opacity: 0.81\" title=\"0.013\">133</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(0, 100.00%, 94.86%); opacity: 0.81\" title=\"-0.013\">407</span><span style=\"opacity: 0.80\">\n",
       "                            | </span><span style=\"background-color: hsl(0, 100.00%, 98.78%); opacity: 0.80\" title=\"-0.002\">bbs</span><span style=\"opacity: 0.80\">     :  +1-</span><span style=\"background-color: hsl(0, 100.00%, 96.88%); opacity: 0.81\" title=\"-0.006\">404</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 97.57%); opacity: 0.80\" title=\"0.004\">985</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 94.21%); opacity: 0.81\" title=\"0.015\">1198</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.75%); opacity: 0.80\" title=\"0.004\">zyxel</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.72%); opacity: 0.81\" title=\"-0.017\">14</span><span style=\"opacity: 0.80\">.4k</span>\n",
       "    </p>\n",
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       "        <p>Explained as: linear model</p>\n",
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       "            <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>1.082</b>)\n",
       "\n",
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       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
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       "        -0.933\n",
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       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
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       "i </span><span style=\"background-color: hsl(120, 100.00%, 88.38%); opacity: 0.83\" title=\"0.101\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.63%); opacity: 0.80\" title=\"0.001\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.51%); opacity: 0.83\" title=\"0.099\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.00%); opacity: 0.81\" title=\"-0.022\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.45%); opacity: 0.88\" title=\"0.227\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.65%); opacity: 0.81\" title=\"0.017\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.60%); opacity: 0.83\" title=\"-0.074\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.01%); opacity: 0.82\" title=\"-0.049\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 87.33%); opacity: 0.84\" title=\"-0.114\">exist</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 96.00%); opacity: 0.81\" title=\"-0.022\">in</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 81.57%); opacity: 0.87\" title=\"0.195\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.61%); opacity: 0.83\" title=\"0.098\">port</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.06%); opacity: 0.82\" title=\"0.048\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.24%); opacity: 0.80\" title=\"0.007\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.67%); opacity: 0.81\" title=\"-0.042\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.14%); opacity: 0.81\" title=\"0.029\">good</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.60%); opacity: 0.83\" title=\"-0.074\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.88%); opacity: 0.82\" title=\"-0.060\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.85%); opacity: 0.83\" title=\"0.083\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.71%); opacity: 0.81\" title=\"-0.024\">make</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.85%); opacity: 0.80\" title=\"0.000\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.75%); opacity: 0.81\" title=\"0.024\">go</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.34%); opacity: 0.80\" title=\"-0.006\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.096\">mac</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(0, 100.00%, 95.46%); opacity: 0.81\" title=\"-0.026\">do</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.45%); opacity: 0.88\" title=\"0.227\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.90%); opacity: 0.82\" title=\"-0.060\">such</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.33%); opacity: 0.84\" title=\"-0.114\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
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       "        <p>Explained as: linear model</p>\n",
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       "            <b>\n",
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       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (score <b>-0.028</b>)\n",
       "\n",
       "top features\n",
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       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
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       "    \n",
       "    (score <b>-0.414</b>)\n",
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       "        &lt;BIAS&gt;\n",
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       "        <p>Explained as: linear model</p>\n",
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       "\n",
       "    \n",
       "    (score <b>2.117</b>)\n",
       "\n",
       "top features\n",
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       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
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       "        -0.956\n",
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       "        &lt;BIAS&gt;\n",
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       ": </span><span style=\"background-color: hsl(0, 100.00%, 88.49%); opacity: 0.83\" title=\"-0.073\">because</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.90%); opacity: 0.81\" title=\"-0.011\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.85%); opacity: 0.83\" title=\"0.069\">his</span><span style=\"opacity: 0.80\"> doubtfull </span><span style=\"background-color: hsl(0, 100.00%, 84.64%); opacity: 0.85\" title=\"-0.110\">credibility</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.41%); opacity: 0.80\" title=\"0.009\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.81%); opacity: 0.82\" title=\"-0.053\">an</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.75%); opacity: 0.81\" title=\"0.017\">astronomer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 96.91%); opacity: 0.81\" title=\"-0.011\">modern</span><span style=\"opacity: 0.80\">, \n",
       ": </span><span style=\"background-color: hsl(120, 100.00%, 92.01%); opacity: 0.82\" title=\"0.043\">ground</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 88.13%); opacity: 0.84\" title=\"0.076\">based</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 93.33%); opacity: 0.82\" title=\"0.033\">visible</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.66%); opacity: 0.82\" title=\"0.038\">light</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.89%); opacity: 0.82\" title=\"0.052\">astronomy</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(0, 100.00%, 93.51%); opacity: 0.81\" title=\"-0.032\">what</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.17%); opacity: 0.81\" title=\"0.021\">these</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.41%); opacity: 0.82\" title=\"0.033\">proposed</span><span style=\"opacity: 0.80\">\n",
       ": </span><span style=\"background-color: hsl(120, 100.00%, 93.46%); opacity: 0.82\" title=\"0.032\">orbiting</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.92%); opacity: 0.80\" title=\"0.002\">billboards</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.35%); opacity: 0.82\" title=\"0.041\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.85%); opacity: 0.80\" title=\"-0.000\">upset</span><span style=\"opacity: 0.80\">) </span><span style=\"background-color: hsl(0, 100.00%, 95.21%); opacity: 0.81\" title=\"-0.021\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.64%); opacity: 0.83\" title=\"0.054\">already</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 96.88%); opacity: 0.81\" title=\"-0.011\">dying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.93%); opacity: 0.80\" title=\"0.006\">field</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(120, 100.00%, 92.09%); opacity: 0.82\" title=\"0.043\">the</span><span style=\"opacity: 0.80\">\n",
       ": opacity </span><span style=\"background-color: hsl(0, 100.00%, 94.71%); opacity: 0.81\" title=\"-0.024\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.48%); opacity: 0.81\" title=\"-0.013\">distortions</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.54%); opacity: 0.81\" title=\"0.032\">caused</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.38%); opacity: 0.81\" title=\"-0.026\">by</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.09%); opacity: 0.82\" title=\"0.043\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.02%); opacity: 0.83\" title=\"0.059\">atmosphere</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.92%); opacity: 0.81\" title=\"0.016\">itself</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.18%); opacity: 0.81\" title=\"-0.027\">have</span><span style=\"opacity: 0.80\">\n",
       ": </span><span style=\"background-color: hsl(0, 100.00%, 96.78%); opacity: 0.81\" title=\"-0.012\">driven</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.46%); opacity: 0.83\" title=\"0.064\">most</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.90%); opacity: 0.81\" title=\"-0.011\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.09%); opacity: 0.82\" title=\"0.043\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.93%); opacity: 0.80\" title=\"0.006\">field</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.38%); opacity: 0.81\" title=\"0.014\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.96%); opacity: 0.81\" title=\"-0.011\">use</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.59%); opacity: 0.83\" title=\"0.063\">radio</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 88.52%); opacity: 0.83\" title=\"0.072\">far</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.70%); opacity: 0.80\" title=\"-0.007\">infrared</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.029\">or</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.431\">space</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 88.13%); opacity: 0.84\" title=\"0.076\">based</span><span style=\"opacity: 0.80\">\n",
       ": </span><span style=\"background-color: hsl(0, 100.00%, 99.90%); opacity: 0.80\" title=\"-0.000\">telescopes</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 98.59%); opacity: 0.80\" title=\"0.004\">hardly</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 92.09%); opacity: 0.82\" title=\"0.043\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.38%); opacity: 0.80\" title=\"0.009\">keck</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.53%); opacity: 0.81\" title=\"0.032\">telescope</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.77%); opacity: 0.82\" title=\"-0.045\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.18%); opacity: 0.80\" title=\"-0.010\">hawaii</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.16%); opacity: 0.80\" title=\"0.005\">has</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.37%); opacity: 0.81\" title=\"0.026\">taken</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.68%); opacity: 0.82\" title=\"-0.054\">its</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.62%); opacity: 0.81\" title=\"0.024\">first</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.86%); opacity: 0.82\" title=\"0.044\">pictures</span><span style=\"opacity: 0.80\">; </span><span style=\"background-color: hsl(120, 100.00%, 89.94%); opacity: 0.83\" title=\"0.060\">they</span><span style=\"opacity: 0.80\">'</span><span style=\"background-color: hsl(0, 100.00%, 96.47%); opacity: 0.81\" title=\"-0.013\">re</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 98.52%); opacity: 0.80\" title=\"-0.004\">nearly</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.41%); opacity: 0.80\" title=\"0.009\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.007\">good</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.41%); opacity: 0.80\" title=\"0.009\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.09%); opacity: 0.80\" title=\"-0.002\">hubble</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.52%); opacity: 0.80\" title=\"0.004\">for</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.025\">tiny</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.89%); opacity: 0.81\" title=\"0.011\">fraction</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.90%); opacity: 0.81\" title=\"-0.011\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.09%); opacity: 0.82\" title=\"0.043\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.36%); opacity: 0.85\" title=\"0.102\">cost</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       ": </span><span style=\"background-color: hsl(0, 100.00%, 91.77%); opacity: 0.82\" title=\"-0.045\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.58%); opacity: 0.80\" title=\"-0.008\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.24%); opacity: 0.81\" title=\"-0.021\">case</span><span style=\"opacity: 0.80\">, a </span><span style=\"background-color: hsl(120, 100.00%, 91.03%); opacity: 0.82\" title=\"0.051\">bright</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.75%); opacity: 0.86\" title=\"-0.119\">point</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.90%); opacity: 0.81\" title=\"-0.011\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.66%); opacity: 0.82\" title=\"0.038\">light</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.46%); opacity: 0.81\" title=\"0.026\">passing</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.65%); opacity: 0.81\" title=\"0.012\">through</span><span style=\"opacity: 0.80\">\n",
       ": </span><span style=\"background-color: hsl(120, 100.00%, 92.09%); opacity: 0.82\" title=\"0.043\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.93%); opacity: 0.80\" title=\"0.006\">field</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.57%); opacity: 0.81\" title=\"-0.032\">doesn</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 96.28%); opacity: 0.81\" title=\"-0.014\">ruin</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.36%); opacity: 0.80\" title=\"0.009\">observations</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 98.58%); opacity: 0.80\" title=\"0.004\">if</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.93%); opacity: 0.81\" title=\"-0.029\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.63%); opacity: 0.83\" title=\"-0.054\">were</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.09%); opacity: 0.82\" title=\"0.043\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.24%); opacity: 0.81\" title=\"-0.021\">case</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 92.09%); opacity: 0.82\" title=\"0.043\">the</span><span style=\"opacity: 0.80\">\n",
       ": </span><span style=\"background-color: hsl(0, 100.00%, 94.19%); opacity: 0.81\" title=\"-0.027\">thousands</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.90%); opacity: 0.81\" title=\"-0.011\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.14%); opacity: 0.80\" title=\"-0.005\">existing</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.048\">satellites</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.35%); opacity: 0.82\" title=\"0.041\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.18%); opacity: 0.81\" title=\"-0.027\">have</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.64%); opacity: 0.83\" title=\"0.054\">already</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.34%); opacity: 0.85\" title=\"0.103\">done</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.83%); opacity: 0.81\" title=\"-0.023\">so</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(120, 100.00%, 98.91%); opacity: 0.80\" title=\"0.002\">satelliets</span><span style=\"opacity: 0.80\">\n",
       ": </span><span style=\"background-color: hsl(120, 100.00%, 92.79%); opacity: 0.82\" title=\"0.037\">might</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.67%); opacity: 0.82\" title=\"-0.038\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.57%); opacity: 0.82\" title=\"-0.047\">seem</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.83%); opacity: 0.81\" title=\"-0.023\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.03%); opacity: 0.82\" title=\"0.051\">bright</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.38%); opacity: 0.81\" title=\"0.014\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.09%); opacity: 0.82\" title=\"0.043\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.88%); opacity: 0.80\" title=\"0.006\">eyes</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 97.22%); opacity: 0.80\" title=\"-0.010\">but</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.41%); opacity: 0.80\" title=\"0.009\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.52%); opacity: 0.83\" title=\"0.072\">far</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.41%); opacity: 0.80\" title=\"0.009\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.89%); opacity: 0.82\" title=\"0.052\">astronomy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.21%); opacity: 0.81\" title=\"-0.021\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.84%); opacity: 0.82\" title=\"-0.044\">concerned</span><span style=\"opacity: 0.80\">,\n",
       ": </span><span style=\"background-color: hsl(120, 100.00%, 89.94%); opacity: 0.83\" title=\"0.060\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.47%); opacity: 0.82\" title=\"0.032\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.28%); opacity: 0.80\" title=\"-0.009\">extremely</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.03%); opacity: 0.82\" title=\"0.051\">bright</span><span style=\"opacity: 0.80\">.)\n",
       "\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 90.65%); opacity: 0.83\" title=\"-0.054\">believe</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.93%); opacity: 0.81\" title=\"-0.029\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.05%); opacity: 0.82\" title=\"0.043\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.46%); opacity: 0.82\" title=\"0.032\">orbiting</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.431\">space</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.60%); opacity: 0.81\" title=\"0.018\">junk</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.62%); opacity: 0.80\" title=\"-0.008\">will</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.85%); opacity: 0.82\" title=\"0.037\">be</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.52%); opacity: 0.83\" title=\"0.072\">far</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.85%); opacity: 0.80\" title=\"-0.003\">brighter</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.63%); opacity: 0.81\" title=\"-0.013\">still</span><span style=\"opacity: 0.80\">;\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 92.06%); opacity: 0.82\" title=\"0.043\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.10%); opacity: 0.85\" title=\"0.115\">like</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.09%); opacity: 0.82\" title=\"0.043\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.27%); opacity: 0.81\" title=\"-0.020\">full</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.163\">moon</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 92.09%); opacity: 0.82\" title=\"0.043\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.163\">moon</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.18%); opacity: 0.82\" title=\"-0.034\">upsets</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.92%); opacity: 0.83\" title=\"-0.060\">deep</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 85.18%); opacity: 0.85\" title=\"0.104\">sky</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.99%); opacity: 0.80\" title=\"-0.002\">observation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.47%); opacity: 0.83\" title=\"-0.073\">all</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 89.22%); opacity: 0.83\" title=\"-0.066\">over</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.09%); opacity: 0.82\" title=\"0.043\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.18%); opacity: 0.85\" title=\"0.104\">sky</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(0, 100.00%, 94.71%); opacity: 0.81\" title=\"-0.024\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.67%); opacity: 0.82\" title=\"-0.038\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.58%); opacity: 0.81\" title=\"-0.025\">just</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.32%); opacity: 0.83\" title=\"-0.065\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.78%); opacity: 0.84\" title=\"0.079\">at</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.01%); opacity: 0.81\" title=\"0.022\">it</span><span style=\"opacity: 0.80\">) </span><span style=\"background-color: hsl(0, 100.00%, 88.49%); opacity: 0.83\" title=\"-0.073\">because</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.90%); opacity: 0.81\" title=\"-0.011\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.36%); opacity: 0.80\" title=\"0.001\">scattered</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.66%); opacity: 0.82\" title=\"0.038\">light</span><span style=\"opacity: 0.80\">.\n",
       "\n",
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       "        <p>Explained as: linear model</p>\n",
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       "            <b>\n",
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       "        y=alt.atheism\n",
       "    \n",
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       "\n",
       "    \n",
       "    (score <b>1.537</b>)\n",
       "\n",
       "top features\n",
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       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
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       "        &lt;BIAS&gt;\n",
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       "    (score <b>0.045</b>)\n",
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       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(0, 100.00%, 78.12%); opacity: 0.88\" title=\"-0.045\">picture</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.22%); opacity: 0.83\" title=\"0.019\">our</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.62%); opacity: 0.83\" title=\"0.015\">universe</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.30%); opacity: 0.80\" title=\"0.000\">floating</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.106\">like</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 79.78%); opacity: 0.88\" title=\"-0.040\">log</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 79.30%); opacity: 0.88\" title=\"-0.041\">in</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 96.05%); opacity: 0.81\" title=\"-0.004\">river</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 93.49%); opacity: 0.81\" title=\"0.008\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.78%); opacity: 0.88\" title=\"-0.040\">log</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.26%); opacity: 0.82\" title=\"0.010\">floats</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 63.77%); opacity: 0.97\" title=\"0.092\">down</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 96.05%); opacity: 0.81\" title=\"-0.004\">river</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 87.46%); opacity: 0.84\" title=\"0.020\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.47%); opacity: 0.82\" title=\"0.008\">occasionally</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.44%); opacity: 0.86\" title=\"0.033\">strikes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.74%); opacity: 0.82\" title=\"-0.013\">rocks</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 73.57%); opacity: 0.91\" title=\"-0.059\">bank</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 70.67%); opacity: 0.93\" title=\"-0.068\">bottom</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 86.14%); opacity: 0.84\" title=\"0.023\">other</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.94%); opacity: 0.86\" title=\"0.034\">logs</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 97.20%); opacity: 0.80\" title=\"0.002\">when</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.00%); opacity: 0.87\" title=\"0.039\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.35%); opacity: 0.80\" title=\"-0.002\">collission</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 94.63%); opacity: 0.81\" title=\"-0.006\">occurs</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 98.15%); opacity: 0.80\" title=\"0.001\">kinetic</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 71.73%); opacity: 0.92\" title=\"0.065\">energy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.94%); opacity: 0.84\" title=\"-0.019\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.75%); opacity: 0.81\" title=\"-0.006\">translated</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.86%); opacity: 0.84\" title=\"0.019\">into</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.93%); opacity: 0.81\" title=\"0.006\">heat</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 79.78%); opacity: 0.88\" title=\"-0.040\">log</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.18%); opacity: 0.81\" title=\"0.005\">degrades</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 72.06%); opacity: 0.92\" title=\"0.064\">gets</span><span style=\"opacity: 0.80\"> scraped </span><span style=\"background-color: hsl(0, 100.00%, 83.30%); opacity: 0.86\" title=\"-0.031\">up</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 86.68%); opacity: 0.84\" title=\"-0.022\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.14%); opacity: 0.84\" title=\"0.023\">other</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 71.73%); opacity: 0.92\" title=\"0.065\">energy</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 86.56%); opacity: 0.84\" title=\"-0.022\">translaions</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.19%); opacity: 0.82\" title=\"0.008\">occur</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 62.40%); opacity: 0.98\" title=\"0.097\">distribution</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.19%); opacity: 0.82\" title=\"-0.010\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.15%); opacity: 0.83\" title=\"0.014\">damage</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.88%); opacity: 0.82\" title=\"0.013\">to</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.78%); opacity: 0.88\" title=\"-0.040\">log</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.55%); opacity: 0.81\" title=\"0.003\">depends</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.06%); opacity: 0.84\" title=\"0.019\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.92%); opacity: 0.84\" title=\"0.022\">shape</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.19%); opacity: 0.82\" title=\"-0.010\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.78%); opacity: 0.88\" title=\"-0.040\">log</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 84.12%); opacity: 0.85\" title=\"0.028\">however</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 90.88%); opacity: 0.82\" title=\"0.013\">to</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 82.18%); opacity: 0.86\" title=\"0.033\">very</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.79%); opacity: 0.83\" title=\"-0.015\">small</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.81%); opacity: 0.88\" title=\"0.043\">virus</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.30%); opacity: 0.88\" title=\"-0.041\">in</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 92.77%); opacity: 0.82\" title=\"-0.009\">mite</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.06%); opacity: 0.84\" title=\"0.019\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.03%); opacity: 0.81\" title=\"0.004\">head</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.19%); opacity: 0.82\" title=\"-0.010\">of</span><span style=\"opacity: 0.80\"> a\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 90.39%); opacity: 0.83\" title=\"-0.014\">termite</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.30%); opacity: 0.88\" title=\"-0.041\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.56%); opacity: 0.87\" title=\"-0.038\">center</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.19%); opacity: 0.82\" title=\"-0.010\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.78%); opacity: 0.88\" title=\"-0.040\">log</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.17%); opacity: 0.82\" title=\"0.012\">shock</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.76%); opacity: 0.80\" title=\"0.001\">waves</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.58%); opacity: 0.86\" title=\"0.030\">from</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 85.47%); opacity: 0.85\" title=\"0.025\">collissions</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.75%); opacity: 0.87\" title=\"0.037\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.42%); opacity: 0.80\" title=\"-0.002\">appear</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.75%); opacity: 0.82\" title=\"0.013\">uniformly</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.79%); opacity: 0.83\" title=\"0.017\">random</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.30%); opacity: 0.88\" title=\"-0.041\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.83%); opacity: 0.85\" title=\"0.024\">direction</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 80.00%); opacity: 0.87\" title=\"0.039\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.94%); opacity: 0.84\" title=\"-0.019\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.94%); opacity: 0.88\" title=\"-0.043\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.71%); opacity: 0.82\" title=\"-0.013\">theory</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.27%); opacity: 0.81\" title=\"0.004\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.58%); opacity: 0.87\" title=\"0.038\">grb</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 74.70%); opacity: 0.90\" title=\"0.055\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.56%); opacity: 0.86\" title=\"0.030\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.43%); opacity: 0.88\" title=\"-0.044\">evidence</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.19%); opacity: 0.82\" title=\"-0.010\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.22%); opacity: 0.83\" title=\"0.019\">our</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.62%); opacity: 0.83\" title=\"0.015\">universe</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 77.80%); opacity: 0.89\" title=\"-0.046\">interacting</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.038\">with</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.14%); opacity: 0.84\" title=\"0.023\">other</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.86%); opacity: 0.89\" title=\"0.049\">universes</span><span style=\"opacity: 0.80\">!  </span><span style=\"background-color: hsl(120, 100.00%, 82.15%); opacity: 0.86\" title=\"0.034\">why</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.56%); opacity: 0.87\" title=\"-0.035\">not</span><span style=\"opacity: 0.80\">!  </span><span style=\"background-color: hsl(0, 100.00%, 85.51%); opacity: 0.85\" title=\"-0.025\">makes</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.023\">just</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.49%); opacity: 0.81\" title=\"0.008\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.15%); opacity: 0.85\" title=\"0.028\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.61%); opacity: 0.88\" title=\"-0.043\">sense</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.49%); opacity: 0.81\" title=\"0.008\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.58%); opacity: 0.87\" title=\"0.038\">grb</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.38%); opacity: 0.84\" title=\"-0.020\">coming</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.58%); opacity: 0.86\" title=\"0.030\">from</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.51%); opacity: 0.82\" title=\"0.010\">oort</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.50%); opacity: 0.84\" title=\"0.023\">cloud</span><span style=\"opacity: 0.80\">!\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.78%); opacity: 0.88\" title=\"-0.040\">log</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.71%); opacity: 0.82\" title=\"-0.013\">theory</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.19%); opacity: 0.82\" title=\"-0.010\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.86%); opacity: 0.89\" title=\"0.049\">universes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.03%); opacity: 0.88\" title=\"0.045\">can</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(120, 100.00%, 82.00%); opacity: 0.86\" title=\"0.034\">be</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.29%); opacity: 0.84\" title=\"-0.023\">ruled</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.75%); opacity: 0.90\" title=\"-0.052\">out</span><span style=\"opacity: 0.80\">!\n",
       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 92.19%); opacity: 0.82\" title=\"-0.010\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.44%); opacity: 0.84\" title=\"-0.020\">course</span><span style=\"opacity: 0.80\">, i'm a </span><span style=\"background-color: hsl(120, 100.00%, 98.58%); opacity: 0.80\" title=\"0.001\">layman</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.30%); opacity: 0.88\" title=\"-0.041\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.09%); opacity: 0.87\" title=\"0.039\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.23%); opacity: 0.90\" title=\"0.054\">physics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.51%); opacity: 0.86\" title=\"0.030\">world</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 94.23%); opacity: 0.81\" title=\"0.007\">you</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 88.47%); opacity: 0.83\" title=\"-0.018\">physicists</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.75%); opacity: 0.90\" title=\"-0.052\">out</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.02%); opacity: 0.84\" title=\"0.019\">there</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 86.17%); opacity: 0.84\" title=\"0.023\">tell</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.79%); opacity: 0.86\" title=\"-0.032\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.16%); opacity: 0.81\" title=\"0.005\">about</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.00%); opacity: 0.87\" title=\"0.039\">this</span><span style=\"opacity: 0.80\"> !!!!\n",
       "</span>\n",
       "    </p>\n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "for doc in test['data'][:10]:\n",
    "    expl = explain_prediction(clf, doc, vec, target_names=train['target_names'], top_targets=1)\n",
    "    show_html_expl(expl, force_weights=False)"
   ]
  }
 ],
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